• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

心脏代谢指数与糖尿病风险的非线性关联:一项回顾性日本队列研究。

The nonlinear correlation between the cardiometabolic index and the risk of diabetes: A retrospective Japanese cohort study.

机构信息

Department of Rehabilitation Medicine, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China.

Department of Rehabilitation, Shenzhen Second People's Hospital, The First Affiliated Hospital of Shenzhen University, Shenzhen, Guangdong, China.

出版信息

Front Endocrinol (Lausanne). 2023 Feb 16;14:1120277. doi: 10.3389/fendo.2023.1120277. eCollection 2023.

DOI:10.3389/fendo.2023.1120277
PMID:36875460
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9980900/
Abstract

BACKGROUND

The cardiometabolic index (CMI) has been proposed as a novel indicator of cardiometabolic status. However, evidence on the relationship between CMI and diabetes mellitus (DM) risk was limited. Our study aimed to explore the relationship between CMI and DM risk among a large cohort of Japanese adults.

METHODS

This retrospective cohort study recruited 15453 Japanese adults without diabetes at baseline who underwent physical examinations at the Murakami Memorial Hospital between 2004 and 2015. Cox proportional-hazards regression was applied to evaluate the independent relationship between CMI and diabetes. Our study performed a generalized smooth curve fitting (penalized spline technique) and an additive model (GAM) to determine the non-linear relationship between CMI and DM risk. In addition, a set of sensitivity analyses and subgroup analyses were employed to evaluate the relationship between CMI and incident DM.

RESULTS

After adjusting for confounding covariates, CMI was positively related to the DM risk in Japanese adults (HR: 1.65, 95%CI: 1.43-1.90, P<0.0001). A series of sensitivity analyses were also employed in this study to guarantee the reliability of the findings. In addition, our study discovered a non-linear association between CMI and diabetes risk. CMI's inflection point was 1.01. A strong positive association between CMI and diabetes incidence was also discovered to the left of the inflection point (HR: 2.96, 95%CI: 1.96-4.46, P<<0.0001). However, their association was not significant when CMI was higher than 1.01 (HR: 1.27, 95%CI: 0.98-1.64, P=0.0702). Interaction analysis showed that gender, BMI, habit of exercise, and smoking status interacted with CMI.

CONCLUSION

Increased CMI level at baseline is associated with incident DM. The association between CMI and incident DM is also non-linear. A high CMI level is associated with an increased risk for DM when CMI is below 1.01.

摘要

背景

代谢心血管风险指数(CMI)已被提出作为一种评估代谢心血管状态的新指标。然而,CMI 与糖尿病(DM)风险之间的关系证据有限。我们的研究旨在探讨日本成年人中 CMI 与 DM 风险之间的关系。

方法

本回顾性队列研究纳入了 2004 年至 2015 年期间在村上纪念医院接受体检且基线时无糖尿病的 15453 名日本成年人。应用 Cox 比例风险回归评估 CMI 与糖尿病之间的独立关系。我们进行了广义平滑曲线拟合(惩罚样条技术)和加性模型(GAM),以确定 CMI 与 DM 风险之间的非线性关系。此外,还进行了一系列敏感性分析和亚组分析,以评估 CMI 与新发 DM 之间的关系。

结果

在校正混杂协变量后,CMI 与日本成年人的 DM 风险呈正相关(HR:1.65,95%CI:1.43-1.90,P<0.0001)。本研究还进行了一系列敏感性分析,以保证研究结果的可靠性。此外,我们发现 CMI 与糖尿病风险之间存在非线性关系。CMI 的拐点为 1.01。在拐点左侧,CMI 与糖尿病发病率之间存在很强的正相关关系(HR:2.96,95%CI:1.96-4.46,P<<0.0001)。然而,当 CMI 高于 1.01 时,它们之间的相关性不显著(HR:1.27,95%CI:0.98-1.64,P=0.0702)。交互分析表明,性别、BMI、运动习惯和吸烟状态与 CMI 相互作用。

结论

基线时 CMI 水平升高与新发 DM 相关。CMI 与新发 DM 之间的关系也是非线性的。当 CMI 低于 1.01 时,CMI 水平升高与 DM 风险增加相关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eb5/9980900/e276f452fefc/fendo-14-1120277-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eb5/9980900/01bc19f8dcfe/fendo-14-1120277-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eb5/9980900/6e55e418d3de/fendo-14-1120277-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eb5/9980900/d5f012af4fd2/fendo-14-1120277-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eb5/9980900/e276f452fefc/fendo-14-1120277-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eb5/9980900/01bc19f8dcfe/fendo-14-1120277-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eb5/9980900/6e55e418d3de/fendo-14-1120277-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eb5/9980900/d5f012af4fd2/fendo-14-1120277-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eb5/9980900/e276f452fefc/fendo-14-1120277-g004.jpg

相似文献

1
The nonlinear correlation between the cardiometabolic index and the risk of diabetes: A retrospective Japanese cohort study.心脏代谢指数与糖尿病风险的非线性关联:一项回顾性日本队列研究。
Front Endocrinol (Lausanne). 2023 Feb 16;14:1120277. doi: 10.3389/fendo.2023.1120277. eCollection 2023.
2
The nonlinear correlation between alanine aminotransferase to high-density lipoprotein cholesterol ratio and the risk of diabetes: a historical Japanese cohort study.丙氨酸氨基转移酶与高密度脂蛋白胆固醇比值与糖尿病风险的非线性关联:一项日本历史队列研究。
BMC Endocr Disord. 2023 May 29;23(1):124. doi: 10.1186/s12902-023-01382-7.
3
Associations of the cardiometabolic index with insulin resistance, prediabetes, and diabetes in U.S. adults: a cross-sectional study.美国成年人中心血管代谢指数与胰岛素抵抗、糖尿病前期和糖尿病的相关性:一项横断面研究。
BMC Endocr Disord. 2024 Oct 15;24(1):217. doi: 10.1186/s12902-024-01676-4.
4
Association of Triglyceride to high-density lipoprotein cholesterol ratio and incident of diabetes mellitus: a secondary retrospective analysis based on a Chinese cohort study.甘油三酯与高密度脂蛋白胆固醇比值与糖尿病发病风险的关系:基于中国队列研究的二次回顾性分析。
Lipids Health Dis. 2020 Mar 4;19(1):33. doi: 10.1186/s12944-020-01213-x.
5
Non-linear relationship between high-density lipoprotein cholesterol and incident diabetes mellitus: a secondary retrospective analysis based on a Japanese cohort study.高密度脂蛋白胆固醇与新发糖尿病之间的非线性关系:基于日本队列研究的二次回顾性分析。
BMC Endocr Disord. 2022 Jun 18;22(1):163. doi: 10.1186/s12902-022-01074-8.
6
Non-linear relationship between relative fat mass and diabetes risk in Japanese adults: a retrospective cohort study.日本人相对脂肪量与糖尿病风险之间的非线性关系:一项回顾性队列研究。
Sci Rep. 2024 Oct 8;14(1):23496. doi: 10.1038/s41598-024-74635-7.
7
Association between blood urea nitrogen levels and the risk of diabetes mellitus in Chinese adults: secondary analysis based on a multicenter, retrospective cohort study.血尿素氮水平与中国成年人糖尿病风险的关系:基于多中心回顾性队列研究的二次分析。
Front Endocrinol (Lausanne). 2024 Feb 6;15:1282015. doi: 10.3389/fendo.2024.1282015. eCollection 2024.
8
Association between nonalcoholic fatty liver disease and incident diabetes mellitus among Japanese: a retrospective cohort study using propensity score matching.非酒精性脂肪性肝病与日本新发糖尿病的关系:一项使用倾向评分匹配的回顾性队列研究。
Lipids Health Dis. 2021 Jun 15;20(1):59. doi: 10.1186/s12944-021-01485-x.
9
Triglyceride glucose-body mass index and the risk of progression to diabetes from prediabetes: A 5-year cohort study in Chinese adults.甘油三酯-葡萄糖-体重指数与从糖尿病前期进展为糖尿病的风险:中国成年人的 5 年队列研究。
Front Public Health. 2023 Feb 3;11:1028461. doi: 10.3389/fpubh.2023.1028461. eCollection 2023.
10
The association between creatinine to body weight ratio and the risk of progression to diabetes from pre-diabetes: a 5-year cohort study in Chinese adults.肌酐与体重比值与糖尿病前期进展为糖尿病风险的相关性:中国成年人的一项 5 年队列研究。
BMC Endocr Disord. 2023 Dec 4;23(1):266. doi: 10.1186/s12902-023-01518-9.

引用本文的文献

1
U-shaped relationship between the triglyceride glucose index and the risk of incident diabetes among MASLD adults: a retrospective cohort study.MAFLD成人中甘油三酯葡萄糖指数与新发糖尿病风险之间的U型关系:一项回顾性队列研究
Front Endocrinol (Lausanne). 2025 Aug 22;16:1516187. doi: 10.3389/fendo.2025.1516187. eCollection 2025.
2
The Relationship Between Cardiometabolic Index and New-Onset Diabetes in Adults Aged Over 45: A Longitudinal Analysis Based on CHARLS.45岁以上成年人心脏代谢指数与新发糖尿病之间的关系:基于中国健康与养老追踪调查(CHARLS)的纵向分析
Int J Endocrinol. 2025 Jul 29;2025:2259853. doi: 10.1155/ije/2259853. eCollection 2025.
3

本文引用的文献

1
Transition of cardiometabolic status and the risk of type 2 diabetes mellitus among middle-aged and older Chinese: A national cohort study.中国中老年人群中心血管代谢状态的转变与 2 型糖尿病发病风险:一项全国性队列研究。
J Diabetes Investig. 2022 Aug;13(8):1426-1437. doi: 10.1111/jdi.13805. Epub 2022 May 5.
2
Sex-specific contribution of lipid accumulation product and cardiometabolic index in the identification of nonalcoholic fatty liver disease among Chinese adults.脂堆积产物和心脏代谢指数在鉴定中国成年人非酒精性脂肪肝中的性别特异性贡献。
Lipids Health Dis. 2022 Jan 13;21(1):8. doi: 10.1186/s12944-021-01617-3.
3
Association between the cardiometabolic index and all-cause and cardiovascular mortality in diabetes and prediabetes.
糖尿病和糖尿病前期患者中心血管代谢指数与全因死亡率及心血管死亡率之间的关联
Cardiovasc Diagn Ther. 2025 Jun 30;15(3):635-652. doi: 10.21037/cdt-2025-100. Epub 2025 Jun 24.
4
Association of cardiometabolic index with all-cause and cause-specific mortality among overweight and obese adults: a cohort study.超重和肥胖成年人中心血管代谢指数与全因死亡率及特定病因死亡率的关联:一项队列研究
Front Cardiovasc Med. 2025 Jun 19;12:1610257. doi: 10.3389/fcvm.2025.1610257. eCollection 2025.
5
Association Between Cardiometabolic Index and Mortality Among Patients with Atherosclerotic Cardiovascular Disease: Evidence from NHANES 1999-2018.动脉粥样硬化性心血管疾病患者的心脏代谢指数与死亡率之间的关联:来自1999 - 2018年美国国家健康与营养检查调查(NHANES)的证据
Medicina (Kaunas). 2025 Jun 10;61(6):1064. doi: 10.3390/medicina61061064.
6
Predictive value of obesity-related indices for incident type 2 diabetes mellitus: a longitudinal study of the Fukushima Health Database 2015-2021.肥胖相关指标对新发2型糖尿病的预测价值:基于2015 - 2021年福岛健康数据库的纵向研究
Diabetol Metab Syndr. 2025 Jun 21;17(1):236. doi: 10.1186/s13098-025-01795-5.
7
Association Between Cardiometabolic Index and Blood Pressure: A Cross-Sectional Analysis of the NHANES 2015-2018 Data.心脏代谢指数与血压之间的关联:对2015 - 2018年美国国家健康与营养检查调查(NHANES)数据的横断面分析
Rev Cardiovasc Med. 2025 May 20;26(5):37359. doi: 10.31083/RCM37359. eCollection 2025 May.
8
Inflammation mediates the relationship between cardiometabolic index and vulnerable plaque in patients with acute coronary syndrome.炎症介导急性冠脉综合征患者心脏代谢指数与易损斑块之间的关系。
Lipids Health Dis. 2025 May 28;24(1):194. doi: 10.1186/s12944-025-02608-4.
9
Association of the cardiometabolic index with sarcopenia among U.S. adults: NHANES 2011-2018 findings.美国成年人中心血管代谢指数与肌肉减少症的关联:2011 - 2018年美国国家健康与营养检查调查结果
PLoS One. 2025 May 15;20(5):e0323905. doi: 10.1371/journal.pone.0323905. eCollection 2025.
10
Association of cardiometabolic index with gallstone disease and insulin resistance based on NHANES data.基于美国国家健康与营养检查调查(NHANES)数据的心脏代谢指数与胆结石疾病及胰岛素抵抗的关联
BMC Gastroenterol. 2025 May 9;25(1):354. doi: 10.1186/s12876-025-03950-8.
Association Between the Cardiometabolic Index and Hyperuricemia in an Asymptomatic Population with Normal Body Mass Index.
体重指数正常的无症状人群中心血管代谢指数与高尿酸血症的关联
Int J Gen Med. 2021 Nov 23;14:8603-8610. doi: 10.2147/IJGM.S340595. eCollection 2021.
4
Strengthening the reporting of observational studies in epidemiology using mendelian randomisation (STROBE-MR): explanation and elaboration.加强流行病学中基于孟德尔随机化的观察性研究报告 (STROBE-MR): 解释和详述。
BMJ. 2021 Oct 26;375:n2233. doi: 10.1136/bmj.n2233.
5
Association Between Cardiometabolic Index and Stroke: A Population- based Cross-sectional Study.心肾代谢指数与卒中的相关性:基于人群的横断面研究。
Curr Neurovasc Res. 2021;18(3):324-332. doi: 10.2174/1567202618666211013123557.
6
The Risk of Fasting Triglycerides and its Related Indices for Ischemic Cardiovascular Diseases in Japanese Community Dwellers: the Suita Study.《日本社区居民空腹甘油三酯及其相关指标与缺血性心血管疾病的风险:Suita 研究》。
J Atheroscler Thromb. 2021 Dec 1;28(12):1275-1288. doi: 10.5551/jat.62730. Epub 2021 May 28.
7
A prediction nomogram for the 3-year risk of incident diabetes among Chinese adults.中国成年人发生糖尿病的 3 年风险预测列线图。
Sci Rep. 2020 Dec 10;10(1):21716. doi: 10.1038/s41598-020-78716-1.
8
2. Classification and Diagnosis of Diabetes: .2. 糖尿病的分类和诊断: 。
Diabetes Care. 2021 Jan;44(Suppl 1):S15-S33. doi: 10.2337/dc21-S002.
9
Cardiometabolic index: a new tool for screening the metabolically obese normal weight phenotype.代谢心血管指数:一种新的筛选代谢肥胖正常体重表型的工具。
J Endocrinol Invest. 2021 Jun;44(6):1253-1261. doi: 10.1007/s40618-020-01417-z. Epub 2020 Sep 9.
10
Global, regional, and national burden and trend of diabetes in 195 countries and territories: an analysis from 1990 to 2025.全球、地区和国家 195 个国家和地区的糖尿病负担和趋势:1990 年至 2025 年的分析。
Sci Rep. 2020 Sep 8;10(1):14790. doi: 10.1038/s41598-020-71908-9.